Blender not playing the right animations
Okay, this was simple and silly. Just like Serge L said in the comments to the question. You need to click on one of the bones and then change the animation.

Pretty silly, but I think there might be others who might face the same problem when they start learning, so I am posting it here.

Thank You Serge.